conftrace_

mutual information

724 papers

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Also known as

MI

Co-occurring keywords

representation learning (6206) contrastive learning (4032) information theory (491) variational inference (2069) information bottleneck (229) unsupervised learning (3264) self-supervised learning (3777) variational autoencoder (1288) graph neural network (3962) disentangled representation (521)

Papers

Unsupervised Kernel Dimension Reduction NIPS 2010
Sufficient Dimension Reduction via Squared-loss Mutual Information Estimation AISTATS 2010
Active Instance Sampling via Matrix Partition NIPS 2010
Estimation of Rényi Entropy and Mutual Information Based on Generalized Nearest-Neighbor Graphs NIPS 2010
Implicit encoding of prior probabilities in optimal neural populations NIPS 2010
Infinite Relational Modeling of Functional Connectivity in Resting State fMRI NIPS 2010
Entropy Inference and the James-Stein Estimator, with Application to Nonlinear Gene Association Networks JMLR 2009
Nonextensive Information Theoretic Kernels on Measures JMLR 2009
Adaptive Design Optimization in Experiments with People NIPS 2009
Exploring Functional Connectivities of the Human Brain using Multivariate Information Analysis NIPS 2009
A Rate Distortion Approach for Semi-Supervised Conditional Random Fields NIPS 2009
ICA based on a Smooth Estimation of the Differential Entropy NIPS 2008
Estimation of Information Theoretic Measures for Continuous Random Variables NIPS 2008
Near-Optimal Sensor Placements in Gaussian Processes: Theory, Efficient Algorithms and Empirical Studies JMLR 2008
Discovering Weakly-Interacting Factors in a Complex Stochastic Process NIPS 2007
Better than least squares: comparison of objective functions for estimating linear-nonlinear models NIPS 2007
Efficient Principled Learning of Thin Junction Trees NIPS 2007
An Information Theoretic Framework for Eukaryotic Gradient Sensing NIPS 2006
A Scoring Function for Learning Bayesian Networks based on Mutual Information and Conditional Independence Tests JMLR 2006
Kernel Methods for Measuring Independence JMLR 2005
Feature Extraction by Non-Parametric Mutual Information Maximization JMLR 2003
MISEP -- Linear and Nonlinear ICA Based on Mutual Information JMLR 2003
Cluster Ensembles --- A Knowledge Reuse Framework for Combining Multiple Partitions JMLR 2002
Kernel Independent Component Analysis JMLR 2002